Peter McCarroll

Peter McCarroll

Founder of Fuel Accountants and The AI Accountant. With over 15 years in practice management and technology consulting for accounting firms, Peter is passionate about helping accountants embrace AI to transform their businesses.

42 articles

Your team's AI failures are a skills gap in disguise

Your team's AI failures are a skills gap in disguise

A staff member built a brilliant practice management dashboard with AI. One problem — the data that would make it work lives in three systems that don't talk to each other. That gap between vision and architecture is the same gap every CAS practice is hitting. The fix isn't more training. It's building artifacts that prove your team can do the work.

Peter McCarroll
Better. Stronger. Faster. What it actually looks like to rebuild a client deliverable with AI

Better. Stronger. Faster. What it actually looks like to rebuild a client deliverable with AI

During a webinar on AI-powered client coaching, a colleague shared a 25-question diagnostic survey in Excel. It was ugly, had scoring errors, and looked like what it was — a spreadsheet pretending to be a tool. Thirty seconds of prompting later, it was a polished interactive HTML page that captured, scored, and analysed responses. The quality ceiling on what you hand your clients just disappeared.

Peter McCarroll
I built an AI skill for searching flights. It taught me more about context engineering than any client project.

I built an AI skill for searching flights. It taught me more about context engineering than any client project.

I built an AI skill for something completely unrelated to accounting — booking flights — and learned more about context engineering in two hours than months of client work had taught me. The first draft captured my obvious preferences. The corrections surfaced knowledge I didn't know I had. That's the encoding gap, and it's the reason most firms' AI stays mediocre.

Peter McCarroll
PwC just stopped selling hours

PwC just stopped selling hours

PwC launched a subscription AI platform that lets clients access tax, financial analysis, and due diligence intelligence — without the hourly bill. When the largest firm in the profession stops selling hours, every firm below them inherits the pricing question. The answer isn't panic. It's building.

Peter McCarroll